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ArticlesPeer ReviewedFull Text
Deep learning and process understanding for data-driven Earth system science
Author / Creator:Reichstein, Markus ; Camps-Valls, Gustau ; Stevens, Bjorn ; Jung, Martin ; Denzler, Joachim ; Carvalhais, Nuno ; Prabhat
Publisher:London: Nature Publishing Group UK
Journal title:Nature (London), 2019-02, Vol.566 (7743), p.195-204
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Severity of drought and heatwave crop losses tripled over the last five decades in Europe
Author / Creator:Brás, Teresa Armada ; Seixas, Júlia ; Carvalhais, Nuno ; Jägermeyr, Jonas
Publisher:Goddard Space Flight Center: IOP Publishing
Journal title:Environmental research letters, 2021-06, Vol.16 (6), p.65012
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Aspects of Forest Biomass in the Earth System: Its Role and Major Unknowns
Author / Creator:Reichstein, Markus ; Carvalhais, Nuno
Publisher:Dordrecht: Springer Netherlands
Journal title:Surveys in geophysics, 2019-07, Vol.40 (4), p.693-707
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Unexpectedly large impact of forest management and grazing on global vegetation biomass
Author / Creator:Erb, Karl-Heinz ; Kastner, Thomas ; Plutzar, Christoph ; Bais, Anna Liza S. ; Carvalhais, Nuno ; Fetzel, Tamara ; Gingrich, Simone ; Haberl, Helmut ; Lauk, Christian ; Niedertscheider, Maria ; Pongratz, Julia ; Thurner, Martin ; Luyssaert, Sebastiaan
Publisher:London: Nature Publishing Group UK
Journal title:Nature (London), 2018-01, Vol.553 (7686), p.73-76
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ArticlesPeer ReviewedFull Text
Carbon stock and density of northern boreal and temperate forests
Author / Creator:Thurner, Martin ; Beer, Christian ; Santoro, Maurizio ; Carvalhais, Nuno ; Wutzler, Thomas ; Schepaschenko, Dmitry ; Shvidenko, Anatoly ; Kompter, Elisabeth ; Ahrens, Bernhard ; Levick, Shaun R ; Schmullius, Christiane
Publisher:Oxford: Blackwell Publishing Ltd
Journal title:Global ecology and biogeography, 2014-03, Vol.23 (3), p.297-310
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ArticlesPeer ReviewedFull Text
Trend Change Detection in NDVI Time Series: Effects of Inter-Annual Variability and Methodology
Author / Creator:Forkel, Matthias ; Carvalhais, Nuno ; Verbesselt, Jan ; Mahecha, Miguel ; Neigh, Christopher ; Reichstein, Markus
Publisher:Basel: MDPI AG
Journal title:Remote sensing (Basel, Switzerland), 2013-05, Vol.5 (5), p.2113-2144
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Implications of the steady-state assumption for the global vegetation carbon turnover
Author / Creator:Fan, Naixin ; Santoro, Maurizio ; Besnard, Simon ; Cartus, Oliver ; Koirala, Sujan ; Carvalhais, Nuno
Publisher:Bristol: IOP Publishing
Journal title:Environmental research letters, 2023-10, Vol.18 (10), p.104036
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Global Convergence in the Temperature Sensitivity of Respiration at Ecosystem Level
Author / Creator:Mahecha, Miguel D ; Reichstein, Markus ; Carvalhais, Nuno ; Lasslop, Gitta ; Lange, Holger ; Seneviratne, Sonia I ; Vargas, Rodrigo ; Ammann, Christof ; Arain, M. Altaf ; Cescatti, Alessandro ; Janssens, Ivan A ; Migliavacca, Mirco ; Montagnani, Leonardo ; Richardson, Andrew D
Publisher:Washington, DC: American Association for the Advancement of Science
Journal title:Science (American Association for the Advancement of Science), 2010-08, Vol.329 (5993), p.838-840
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Water-stress-induced breakdown of carbon–water relations: indicators from diurnal FLUXNET patterns
Author / Creator:Nelson, Jacob A ; Carvalhais, Nuno ; Migliavacca, Mirco ; Reichstein, Markus ; Jung, Martin
Publisher:Katlenburg-Lindau: Copernicus GmbH
Journal title:Biogeosciences, 2018-04, Vol.15 (8), p.2433-2447
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Memory effects of climate and vegetation affecting net ecosystem CO2 fluxes in global forests
Author / Creator:Besnard, Simon ; Carvalhais, Nuno ; Arain, M Altaf ; Black, Andrew ; Brede, Benjamin ; Buchmann, Nina ; Chen, Jiquan ; Clevers, Jan G P W ; Dutrieux, Loïc P ; Gans, Fabian ; Herold, Martin ; Jung, Martin ; Kosugi, Yoshiko ; Knohl, Alexander ; Law, Beverly E ; Paul-Limoges, Eugénie ; Lohila, Annalea ; Merbold, Lutz ; Roupsard, Olivier ; Valentini, Riccardo ; Wolf, Sebastian ; Zhang, Xudong ; Reichstein, Markus
Publisher:United States: Public Library of Science
Journal title:PloS one, 2019, Vol.14 (2), p.e0211510-e0211510
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ArticlesPeer ReviewedFull Text
Understanding Disturbance Regimes From Patterns in Modeled Forest Biomass
Author / Creator:Wang, Siyuan ; Yang, Hui ; Koirala, Sujan ; Forkel, Matthias ; Reichstein, Markus ; Carvalhais, Nuno
Publisher:Washington: John Wiley & Sons, Inc
Journal title:Journal of advances in modeling earth systems, 2024-06, Vol.16 (6), p.n/a
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ArticlesPeer ReviewedFull Text
A generalizable normalization for assessing plant functional diversity metrics across scales from remote sensing
Author / Creator:Pacheco‐Labrador, Javier ; Bello, Francesco ; Migliavacca, Mirco ; Ma, Xuanlong ; Carvalhais, Nuno ; Wirth, Christian
Publisher:London: John Wiley & Sons, Inc
Journal title:Methods in ecology and evolution, 2023-08, Vol.14 (8), p.2123-2136
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Toward Robust Parameterizations in Ecosystem‐Level Photosynthesis Models
Author / Creator:Bao, Shanning ; Alonso, Lazaro ; Wang, Siyuan ; Gensheimer, Johannes ; De, Ranit ; Carvalhais, Nuno
Publisher:Washington: John Wiley & Sons, Inc
Journal title:Journal of advances in modeling earth systems, 2023-08, Vol.15 (8), p.n/a
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ArticlesPeer ReviewedFull Text
Quantifying the effect of forest age in annual net forest carbon balance
Author / Creator:Besnard, Simon ; Carvalhais, Nuno ; Arain, M Altaf ; Black, Andrew ; de Bruin, Sytze ; Buchmann, Nina ; Cescatti, Alessandro ; Chen, Jiquan ; Clevers, Jan G P W ; Desai, Ankur R ; Gough, Christopher M ; Havrankova, Katerina ; Herold, Martin ; Hörtnagl, Lukas ; Jung, Martin ; Knohl, Alexander ; Kruijt, Bart ; Krupkova, Lenka ; Law, Beverly E ; Lindroth, Anders ; Noormets, Asko ; Roupsard, Olivier ; Steinbrecher, Rainer ; Varlagin, Andrej ; Vincke, Caroline ; Reichstein, Markus
Publisher:Bristol: IOP Publishing
Journal title:Environmental research letters, 2018, Vol.13 (12), p.124018
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ArticlesPeer ReviewedFull Text
Causal hybrid modeling with double machine learning—applications in carbon flux modeling
Author / Creator:Cohrs, Kai-Hendrik ; Varando, Gherardo ; Carvalhais, Nuno ; Reichstein, Markus ; Camps-Valls, Gustau
Publisher:Bristol: IOP Publishing
Journal title:Machine learning: science and technology, 2024-09, Vol.5 (3), p.35021
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ArticlesPeer ReviewedFull Text
Understanding terrestrial water storage variations in northern latitudes across scales
Author / Creator:Trautmann, Tina ; Koirala, Sujan ; Carvalhais, Nuno ; Eicker, Annette ; Fink, Manfred ; Niemann, Christoph ; Jung, Martin
Publisher:Katlenburg-Lindau: Copernicus GmbH
Journal title:Hydrology and earth system sciences, 2018-07, Vol.22 (7), p.4061-4082
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Characterizing the Response of Vegetation Cover to Water Limitation in Africa Using Geostationary Satellites
Author / Creator:Küçük, Çağlar ; Koirala, Sujan ; Carvalhais, Nuno ; Miralles, Diego G. ; Reichstein, Markus ; Jung, Martin
Publisher:Washington: John Wiley & Sons, Inc
Journal title:Journal of advances in modeling earth systems, 2022-03, Vol.14 (3), p.e2021MS002730-n/a
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Integration of a Deep‐Learning‐Based Fire Model Into a Global Land Surface Model
Author / Creator:Son, Rackhun ; Stacke, Tobias ; Gayler, Veronika ; Nabel, Julia E. M. S. ; Schnur, Reiner ; Alonso, Lazaro ; Requena‐Mesa, Christian ; Winkler, Alexander J. ; Hantson, Stijn ; Zaehle, Sönke ; Weber, Ulrich ; Carvalhais, Nuno
Publisher:Washington: John Wiley & Sons, Inc
Journal title:Journal of advances in modeling earth systems, 2024-01, Vol.16 (1), p.n/a
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Russian forests show strong potential for young forest growth
Author / Creator:Neigh, Christopher S. R. ; Montesano, Paul M. ; Sexton, Joseph O. ; Wooten, Margaret ; Wagner, William ; Feng, Min ; Carvalhais, Nuno ; Calle, Leonardo ; Carroll, Mark L.
Publisher:London: Nature Publishing Group UK
Journal title:Communications earth & environment, 2025-01, Vol.6 (1), p.71-9, Article 71
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DEEP-C Consortium: Carbon sink or methane source – local to global scale assessment of lentic waters’ role in the climate system
Author / Creator:Jenny, Jean-Philippe ; Millet, Laurent ; Lauerwald, Ronny ; Colas, Fanny ; Masclaux, Hélène ; Prairie, Yves ; Regnier, Pierre ; Ali, Adam A. ; Arnaud, Fabien ; Carvalhais, Nuno ; Chanudet, Vincent ; Chapron, Emmanuel ; Durand, Patrick ; Domaizon, Isabelle ; Dambrine, Etienne ; Dellinger, Mathieu ; Etienne, David ; Gaillardet, Jérome ; Galop, Didier ; Gateuille, David ; Giguet-Covex, Charline ; Itier-Desgué, Olivia ; Jezequel, Didier ; Lyautey, Emilie ; Marquer, Laurent ; Mazier, Florence ; Mazure, Théo ; Messager, Erwan ; Poulenard, Jérôme ; Rius, Damien ; Sabatier, Pierre ; Saulnier, Georges-Marie ; Simonneau, Anaëlle ; Soares, Laura ; Tran-Khac, Viet ; Verneaux, Valérie ; Ciais, Philippe
Publisher:Pensoft Publishers
Journal title:Research Ideas and Outcomes, 2024-09, Vol.10, p.1-32
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Deep learning and process understanding for data-driven Earth system science

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Severity of drought and heatwave crop losses tripled over the last five decades in Europe

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Aspects of Forest Biomass in the Earth System: Its Role and Major Unknowns

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Unexpectedly large impact of forest management and grazing on global vegetation biomass

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Carbon stock and density of northern boreal and temperate forests

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Trend Change Detection in NDVI Time Series: Effects of Inter-Annual Variability and Methodology

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Implications of the steady-state assumption for the global vegetation carbon turnover

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Global Convergence in the Temperature Sensitivity of Respiration at Ecosystem Level

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Water-stress-induced breakdown of carbon–water relations: indicators from diurnal FLUXNET patterns

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Memory effects of climate and vegetation affecting net ecosystem CO2 fluxes in global forests

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Understanding Disturbance Regimes From Patterns in Modeled Forest Biomass

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A generalizable normalization for assessing plant functional diversity metrics across scales from remote sensing

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Toward Robust Parameterizations in Ecosystem‐Level Photosynthesis Models

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Quantifying the effect of forest age in annual net forest carbon balance

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Causal hybrid modeling with double machine learning—applications in carbon flux modeling

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Understanding terrestrial water storage variations in northern latitudes across scales

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Characterizing the Response of Vegetation Cover to Water Limitation in Africa Using Geostationary Satellites

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Integration of a Deep‐Learning‐Based Fire Model Into a Global Land Surface Model

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Russian forests show strong potential for young forest growth

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DEEP-C Consortium: Carbon sink or methane source – local to global scale assessment of lentic waters’ role in the climate system

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